Step-by-step tutorial to load and use OpenAI gpt-oss-20b in Python using Ollama. Simple python codes to form real-time streaming responses with advanced AI thinking display.
PHYSICAL AI
Physical AI represents the next revolution beyond text-based models like ChatGPT, training on real-world force and motion data to create truly intelligent robots that understand physics.
DATA vs INFORMATION
A practical guide explaining the difference between data and information, showing how raw data becomes actionable insights in today's AI-driven world.
In this diagram, the traditional generation path for LLMs (similar to directly querying models like ChatGPT) is separated from the enhanced RAG (Retrieval Augmented Generation) pathway. This simplification shows how RAG systems integrate context-specific data (your data, which the model hasn’t seen during training) through targeted prompt engineering to enrich the prompt with the desired context.
Follow the blue lines to see how RAG systems dynamically incorporate external data, compared to the grey lines representing a basic, unaugmented generation process.
